Pith Number

pith:RRMS74Z5

pith:2021:RRMS74Z53Q5SMF3MH6TAKZZHJ6

not attested not anchored not stored refs pending

On games and simulators as a platform for development of artificial intelligence for command and control

Alexander Kott, Anne Logie, Derrik E. Asher, John Richardson, Manuel Vindiola, Mark Dennison, Mark Mittrick, Nicholas Waytowich, Priya Narayanan, Song Jun Park, Theron Trout, Vinicius G. Goecks

arxiv:2110.11305 v1 · 2021-10-21 · cs.LG · cs.MA

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RRMS74Z53Q5SMF3MH6TAKZZHJ6}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-07-05T03:24:38.306502Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8c592ff33ddc3b26176c3fa60567274fa753312dbaa1c20faa1d792d6f128dde

Aliases

arxiv: 2110.11305 · arxiv_version: 2110.11305v1 · doi: 10.48550/arxiv.2110.11305 · pith_short_12: RRMS74Z53Q5S · pith_short_16: RRMS74Z53Q5SMF3M · pith_short_8: RRMS74Z5

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/RRMS74Z53Q5SMF3MH6TAKZZHJ6 \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 8c592ff33ddc3b26176c3fa60567274fa753312dbaa1c20faa1d792d6f128dde

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ed8470b0e4151d7717aa19703e4e1497561c9caec6893a20526fc2211bf50bf0",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-21T17:39:58Z",
    "title_canon_sha256": "55bdc3db586bc732c795c442e0c4229804df55bffa2f2b57240e54cc1887bc24"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.11305",
    "kind": "arxiv",
    "version": 1
  }
}